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Image Classification
Image Classification On Tiny Imagenet 1
Image Classification On Tiny Imagenet 1
Metrics
Validation Acc
Results
Performance results of various models on this benchmark
Columns
Model Name
Validation Acc
Paper Title
Repository
SwinV2-B + GradMatch
91.90
Data-Efficient Training of CNNs and Transformers with Coresets: A Stability Perspective
ViT-B/16 (PUGD)
90.74%
Perturbated Gradients Updating within Unit Space for Deep Learning
ResNeXt-50 (SAMix)
72.18%
Boosting Discriminative Visual Representation Learning with Scenario-Agnostic Mixup
UPANets
67.67
UPANets: Learning from the Universal Pixel Attention Networks
-
ResNeXt-50 (SAMix+DM)
72.39
-
-
DeiT-B/16 (PUGD)
91.02%
Perturbated Gradients Updating within Unit Space for Deep Learning
ResNeXt-50 (PuzzleMix+DM)
68.04
-
-
ResNet18 (AutoMix)
67.33%
AutoMix: Unveiling the Power of Mixup for Stronger Classifiers
ResNeXt-50 (AutoMix)
70.72%
AutoMix: Unveiling the Power of Mixup for Stronger Classifiers
DeiT-B/16-D + OCD
90.8%
OCD: Learning to Overfit with Conditional Diffusion Models
Convolutional Nystromformer for Vision (CNV)
49.56
Convolutional Xformers for Vision
WaveMixLite-160/13
54.76
WaveMix-Lite: A Resource-efficient Neural Network for Image Analysis
Swin-L
91.35%
Vision Transformers in 2022: An Update on Tiny ImageNet
ResNeXt-50 (AutoMix+DM)
71.56
-
-
EfficientNet-B1+DCL
84.39%
Direction Concentration Learning: Enhancing Congruency in Machine Learning
PreActResNet-18-3
70.24%
MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks
Context-Aware Pipeline
73.6%
Context-Aware Compilation of DNN Training Pipelines across Edge and Cloud
DenseNet + Residual Networks
60%
DenseNet Models for Tiny ImageNet Classification
Astroformer
92.98
Astroformer: More Data Might not be all you need for Classification
WaveMixLite-144/7
77.47%
WaveMix: A Resource-efficient Neural Network for Image Analysis
0 of 22 row(s) selected.
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